Overview
Brought to you by YData
Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 750000 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 103.0 MiB |
| Average record size in memory | 144.0 B |
Variable types
| Numeric | 8 |
|---|---|
| Categorical | 7 |
| Boolean | 3 |
contact is highly overall correlated with month | High correlation |
education is highly overall correlated with job | High correlation |
housing is highly overall correlated with month | High correlation |
job is highly overall correlated with education | High correlation |
month is highly overall correlated with contact and 1 other fields | High correlation |
pdays is highly overall correlated with poutcome and 1 other fields | High correlation |
poutcome is highly overall correlated with pdays | High correlation |
previous is highly overall correlated with pdays | High correlation |
default is highly imbalanced (87.5%) | Imbalance |
poutcome is highly imbalanced (68.8%) | Imbalance |
id is uniformly distributed | Uniform |
id has unique values | Unique |
balance has 93159 (12.4%) zeros | Zeros |
previous has 672431 (89.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-08-09 03:38:28.192554 |
|---|---|
| Analysis finished | 2025-08-09 03:39:07.591382 |
| Duration | 39.4 seconds |
| Software version | ydata-profiling vv4.16.1 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Uniform Unique
| Distinct | 750000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 374999.5 |
| Minimum | 0 |
|---|---|
| Maximum | 749999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 37499.95 |
| Q1 | 187499.75 |
| median | 374999.5 |
| Q3 | 562499.25 |
| 95-th percentile | 712499.05 |
| Maximum | 749999 |
| Range | 749999 |
| Interquartile range (IQR) | 374999.5 |
Descriptive statistics
| Standard deviation | 216506.5 |
|---|---|
| Coefficient of variation (CV) | 0.57735142 |
| Kurtosis | -1.2 |
| Mean | 374999.5 |
| Median Absolute Deviation (MAD) | 187500 |
| Skewness | -1.9631002 × 10-15 |
| Sum | 2.8124962 × 1011 |
| Variance | 4.6875062 × 1010 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 749983 | 1 | < 0.1% |
| 749982 | 1 | < 0.1% |
| 749981 | 1 | < 0.1% |
| 749980 | 1 | < 0.1% |
| 749979 | 1 | < 0.1% |
| 749978 | 1 | < 0.1% |
| 749977 | 1 | < 0.1% |
| 749976 | 1 | < 0.1% |
| 749975 | 1 | < 0.1% |
| 749974 | 1 | < 0.1% |
| Other values (749990) | 749990 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 749999 | 1 | |
| 749998 | 1 | |
| 749997 | 1 | |
| 749996 | 1 | |
| 749995 | 1 | |
| 749994 | 1 | |
| 749993 | 1 | |
| 749992 | 1 | |
| 749991 | 1 | |
| 749990 | 1 |
age
Real number (ℝ)
| Distinct | 78 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.926395 |
| Minimum | 18 |
|---|---|
| Maximum | 95 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 33 |
| median | 39 |
| Q3 | 48 |
| 95-th percentile | 58 |
| Maximum | 95 |
| Range | 77 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.098829 |
|---|---|
| Coefficient of variation (CV) | 0.24675589 |
| Kurtosis | -0.06956087 |
| Mean | 40.926395 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.58613732 |
| Sum | 30694796 |
| Variance | 101.98634 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 32 | 37235 | 5.0% |
| 33 | 34511 | 4.6% |
| 31 | 34301 | 4.6% |
| 34 | 34131 | 4.6% |
| 35 | 33057 | 4.4% |
| 36 | 31022 | 4.1% |
| 30 | 29350 | 3.9% |
| 37 | 27988 | 3.7% |
| 39 | 25380 | 3.4% |
| 38 | 24429 | 3.3% |
| Other values (68) | 438596 |
| Value | Count | Frequency (%) |
| 18 | 80 | < 0.1% |
| 19 | 258 | < 0.1% |
| 20 | 392 | 0.1% |
| 21 | 788 | 0.1% |
| 22 | 1478 | 0.2% |
| 23 | 2476 | 0.3% |
| 24 | 4162 | 0.6% |
| 25 | 7226 | |
| 26 | 11779 | |
| 27 | 13207 |
| Value | Count | Frequency (%) |
| 95 | 3 | < 0.1% |
| 94 | 4 | < 0.1% |
| 93 | 12 | < 0.1% |
| 92 | 5 | < 0.1% |
| 91 | 1 | < 0.1% |
| 90 | 6 | < 0.1% |
| 89 | 10 | < 0.1% |
| 88 | 6 | < 0.1% |
| 87 | 26 | < 0.1% |
| 86 | 65 |
job
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| management | |
|---|---|
| blue-collar | |
| technician | |
| admin. | |
| services | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 9.5241187 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | technician |
|---|---|
| 2nd row | blue-collar |
| 3rd row | blue-collar |
| 4th row | student |
| 5th row | technician |
Common Values
| Value | Count | Frequency (%) |
| management | 175541 | |
| blue-collar | 170498 | |
| technician | 138107 | |
| admin. | 81492 | |
| services | 64209 | 8.6% |
| retired | 35185 | 4.7% |
| self-employed | 19020 | 2.5% |
| entrepreneur | 17718 | 2.4% |
| unemployed | 17634 | 2.4% |
| housemaid | 15912 | 2.1% |
| Other values (2) | 14684 | 2.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| management | 175541 | |
| blue-collar | 170498 | |
| technician | 138107 | |
| admin | 81492 | |
| services | 64209 | 8.6% |
| retired | 35185 | 4.7% |
| self-employed | 19020 | 2.5% |
| entrepreneur | 17718 | 2.4% |
| unemployed | 17634 | 2.4% |
| housemaid | 15912 | 2.1% |
| Other values (2) | 14684 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1049354 | |
| n | 782376 | |
| a | 757091 | |
| l | 567168 | 7.9% |
| c | 510921 | 7.2% |
| m | 485140 | 6.8% |
| i | 473012 | 6.6% |
| t | 390085 | 5.5% |
| r | 358231 | 5.0% |
| u | 236446 | 3.3% |
| Other values (14) | 1533265 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7143089 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1049354 | |
| n | 782376 | |
| a | 757091 | |
| l | 567168 | 7.9% |
| c | 510921 | 7.2% |
| m | 485140 | 6.8% |
| i | 473012 | 6.6% |
| t | 390085 | 5.5% |
| r | 358231 | 5.0% |
| u | 236446 | 3.3% |
| Other values (14) | 1533265 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7143089 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1049354 | |
| n | 782376 | |
| a | 757091 | |
| l | 567168 | 7.9% |
| c | 510921 | 7.2% |
| m | 485140 | 6.8% |
| i | 473012 | 6.6% |
| t | 390085 | 5.5% |
| r | 358231 | 5.0% |
| u | 236446 | 3.3% |
| Other values (14) | 1533265 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7143089 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1049354 | |
| n | 782376 | |
| a | 757091 | |
| l | 567168 | 7.9% |
| c | 510921 | 7.2% |
| m | 485140 | 6.8% |
| i | 473012 | 6.6% |
| t | 390085 | 5.5% |
| r | 358231 | 5.0% |
| u | 236446 | 3.3% |
| Other values (14) | 1533265 |
marital
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| married | |
|---|---|
| single | |
| divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8394307 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | married |
|---|---|
| 2nd row | married |
| 3rd row | married |
| 4th row | single |
| 5th row | married |
Common Values
| Value | Count | Frequency (%) |
| married | 480759 | |
| single | 194834 | |
| divorced | 74407 | 9.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 480759 | |
| single | 194834 | |
| divorced | 74407 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1035925 | |
| e | 750000 | |
| i | 750000 | |
| d | 629573 | |
| m | 480759 | |
| a | 480759 | |
| s | 194834 | 3.8% |
| n | 194834 | 3.8% |
| g | 194834 | 3.8% |
| l | 194834 | 3.8% |
| Other values (3) | 223221 | 4.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5129573 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1035925 | |
| e | 750000 | |
| i | 750000 | |
| d | 629573 | |
| m | 480759 | |
| a | 480759 | |
| s | 194834 | 3.8% |
| n | 194834 | 3.8% |
| g | 194834 | 3.8% |
| l | 194834 | 3.8% |
| Other values (3) | 223221 | 4.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5129573 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1035925 | |
| e | 750000 | |
| i | 750000 | |
| d | 629573 | |
| m | 480759 | |
| a | 480759 | |
| s | 194834 | 3.8% |
| n | 194834 | 3.8% |
| g | 194834 | 3.8% |
| l | 194834 | 3.8% |
| Other values (3) | 223221 | 4.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5129573 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1035925 | |
| e | 750000 | |
| i | 750000 | |
| d | 629573 | |
| m | 480759 | |
| a | 480759 | |
| s | 194834 | 3.8% |
| n | 194834 | 3.8% |
| g | 194834 | 3.8% |
| l | 194834 | 3.8% |
| Other values (3) | 223221 | 4.4% |
education
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| secondary | |
|---|---|
| tertiary | |
| primary | |
| unknown | 21299 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 8.3744987 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | secondary |
|---|---|
| 2nd row | secondary |
| 3rd row | secondary |
| 4th row | secondary |
| 5th row | secondary |
Common Values
| Value | Count | Frequency (%) |
| secondary | 401683 | |
| tertiary | 227508 | |
| primary | 99510 | 13.3% |
| unknown | 21299 | 2.8% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| secondary | 401683 | |
| tertiary | 227508 | |
| primary | 99510 | 13.3% |
| unknown | 21299 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 1055719 | |
| a | 728701 | |
| y | 728701 | |
| e | 629191 | |
| n | 465580 | |
| t | 455016 | |
| o | 422982 | |
| s | 401683 | 6.4% |
| d | 401683 | 6.4% |
| c | 401683 | 6.4% |
| Other values (6) | 589935 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 6280874 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| r | 1055719 | |
| a | 728701 | |
| y | 728701 | |
| e | 629191 | |
| n | 465580 | |
| t | 455016 | |
| o | 422982 | |
| s | 401683 | 6.4% |
| d | 401683 | 6.4% |
| c | 401683 | 6.4% |
| Other values (6) | 589935 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 6280874 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| r | 1055719 | |
| a | 728701 | |
| y | 728701 | |
| e | 629191 | |
| n | 465580 | |
| t | 455016 | |
| o | 422982 | |
| s | 401683 | 6.4% |
| d | 401683 | 6.4% |
| c | 401683 | 6.4% |
| Other values (6) | 589935 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 6280874 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| r | 1055719 | |
| a | 728701 | |
| y | 728701 | |
| e | 629191 | |
| n | 465580 | |
| t | 455016 | |
| o | 422982 | |
| s | 401683 | 6.4% |
| d | 401683 | 6.4% |
| c | 401683 | 6.4% |
| Other values (6) | 589935 |
default
Boolean
Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 732.5 KiB |
| False | |
|---|---|
| True | 12849 |
| Value | Count | Frequency (%) |
| False | 737151 | |
| True | 12849 | 1.7% |
balance
Real number (ℝ)
Zeros
| Distinct | 8217 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1204.0674 |
| Minimum | -8019 |
|---|---|
| Maximum | 99717 |
| Zeros | 93159 |
| Zeros (%) | 12.4% |
| Negative | 104645 |
| Negative (%) | 14.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | -8019 |
|---|---|
| 5-th percentile | -287 |
| Q1 | 0 |
| median | 634 |
| Q3 | 1390 |
| 95-th percentile | 4493 |
| Maximum | 99717 |
| Range | 107736 |
| Interquartile range (IQR) | 1390 |
Descriptive statistics
| Standard deviation | 2836.0968 |
|---|---|
| Coefficient of variation (CV) | 2.3554302 |
| Kurtosis | 268.86362 |
| Mean | 1204.0674 |
| Median Absolute Deviation (MAD) | 634 |
| Skewness | 12.304123 |
| Sum | 9.0305055 × 108 |
| Variance | 8043444.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 93159 | 12.4% |
| 5 | 4174 | 0.6% |
| 4 | 3741 | 0.5% |
| -1 | 3573 | 0.5% |
| 3 | 3429 | 0.5% |
| 6 | 2987 | 0.4% |
| 2 | 2803 | 0.4% |
| 8 | 2696 | 0.4% |
| 1 | 2439 | 0.3% |
| 7 | 2070 | 0.3% |
| Other values (8207) | 628929 |
| Value | Count | Frequency (%) |
| -8019 | 75 | |
| -8016 | 1 | < 0.1% |
| -7048 | 1 | < 0.1% |
| -6857 | 2 | < 0.1% |
| -6848 | 1 | < 0.1% |
| -6847 | 27 | < 0.1% |
| -6815 | 1 | < 0.1% |
| -4057 | 5 | < 0.1% |
| -3748 | 1 | < 0.1% |
| -3542 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 99717 | 1 | < 0.1% |
| 99218 | 1 | < 0.1% |
| 98942 | 1 | < 0.1% |
| 98418 | 2 | < 0.1% |
| 98417 | 37 | |
| 98410 | 1 | < 0.1% |
| 98217 | 1 | < 0.1% |
| 96110 | 1 | < 0.1% |
| 88988 | 1 | < 0.1% |
| 88904 | 1 | < 0.1% |
housing
Boolean
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 732.5 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 411288 | |
| False | 338712 |
| Value | Count | Frequency (%) |
| False | 645023 | |
| True | 104977 | 14.0% |
contact
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| cellular | |
|---|---|
| unknown | |
| telephone | 31718 |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.7334547 |
| Min length | 7 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | unknown |
| 3rd row | unknown |
| 4th row | unknown |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 486655 | |
| unknown | 231627 | |
| telephone | 31718 | 4.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 486655 | |
| unknown | 231627 | |
| telephone | 31718 | 4.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1491683 | |
| n | 726599 | |
| u | 718282 | |
| e | 581809 | 10.0% |
| c | 486655 | 8.4% |
| a | 486655 | 8.4% |
| r | 486655 | 8.4% |
| o | 263345 | 4.5% |
| k | 231627 | 4.0% |
| w | 231627 | 4.0% |
| Other values (3) | 95154 | 1.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5800091 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 1491683 | |
| n | 726599 | |
| u | 718282 | |
| e | 581809 | 10.0% |
| c | 486655 | 8.4% |
| a | 486655 | 8.4% |
| r | 486655 | 8.4% |
| o | 263345 | 4.5% |
| k | 231627 | 4.0% |
| w | 231627 | 4.0% |
| Other values (3) | 95154 | 1.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5800091 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 1491683 | |
| n | 726599 | |
| u | 718282 | |
| e | 581809 | 10.0% |
| c | 486655 | 8.4% |
| a | 486655 | 8.4% |
| r | 486655 | 8.4% |
| o | 263345 | 4.5% |
| k | 231627 | 4.0% |
| w | 231627 | 4.0% |
| Other values (3) | 95154 | 1.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5800091 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 1491683 | |
| n | 726599 | |
| u | 718282 | |
| e | 581809 | 10.0% |
| c | 486655 | 8.4% |
| a | 486655 | 8.4% |
| r | 486655 | 8.4% |
| o | 263345 | 4.5% |
| k | 231627 | 4.0% |
| w | 231627 | 4.0% |
| Other values (3) | 95154 | 1.6% |
day
Real number (ℝ)
| Distinct | 31 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.117209 |
| Minimum | 1 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 9 |
| median | 17 |
| Q3 | 21 |
| 95-th percentile | 29 |
| Maximum | 31 |
| Range | 30 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.2508323 |
|---|---|
| Coefficient of variation (CV) | 0.51192686 |
| Kurtosis | -1.0444584 |
| Mean | 16.117209 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.054014179 |
| Sum | 12087907 |
| Variance | 68.076234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) |
| 20 | 51431 | 6.9% |
| 18 | 41352 | 5.5% |
| 21 | 36395 | 4.9% |
| 28 | 33479 | 4.5% |
| 17 | 33428 | 4.5% |
| 14 | 32854 | 4.4% |
| 8 | 30996 | 4.1% |
| 6 | 30573 | 4.1% |
| 5 | 30245 | 4.0% |
| 19 | 29948 | 4.0% |
| Other values (21) | 399299 |
| Value | Count | Frequency (%) |
| 1 | 3890 | 0.5% |
| 2 | 20003 | |
| 3 | 15827 | |
| 4 | 22270 | |
| 5 | 30245 | |
| 6 | 30573 | |
| 7 | 28771 | |
| 8 | 30996 | |
| 9 | 24752 | |
| 10 | 7626 | 1.0% |
| Value | Count | Frequency (%) |
| 31 | 11159 | 1.5% |
| 30 | 26181 | |
| 29 | 29858 | |
| 28 | 33479 | |
| 27 | 19586 | |
| 26 | 16216 | |
| 25 | 13492 | |
| 24 | 6241 | 0.8% |
| 23 | 14539 | |
| 22 | 15128 |
month
Categorical
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| may | |
|---|---|
| aug | |
| jul | |
| jun | |
| nov | |
| Other values (7) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | aug |
|---|---|
| 2nd row | jun |
| 3rd row | may |
| 4th row | may |
| 5th row | feb |
Common Values
| Value | Count | Frequency (%) |
| may | 228411 | |
| aug | 128859 | |
| jul | 110647 | |
| jun | 93670 | |
| nov | 66062 | 8.8% |
| apr | 41319 | 5.5% |
| feb | 37611 | 5.0% |
| jan | 18937 | 2.5% |
| oct | 9204 | 1.2% |
| sep | 7409 | 1.0% |
| Other values (2) | 7871 | 1.0% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| may | 228411 | |
| aug | 128859 | |
| jul | 110647 | |
| jun | 93670 | |
| nov | 66062 | 8.8% |
| apr | 41319 | 5.5% |
| feb | 37611 | 5.0% |
| jan | 18937 | 2.5% |
| oct | 9204 | 1.2% |
| sep | 7409 | 1.0% |
| Other values (2) | 7871 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 423328 | |
| u | 333176 | |
| m | 234213 | |
| y | 228411 | |
| j | 223254 | |
| n | 178669 | |
| g | 128859 | 5.7% |
| l | 110647 | 4.9% |
| o | 75266 | 3.3% |
| v | 66062 | 2.9% |
| Other values (9) | 248115 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 2250000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 423328 | |
| u | 333176 | |
| m | 234213 | |
| y | 228411 | |
| j | 223254 | |
| n | 178669 | |
| g | 128859 | 5.7% |
| l | 110647 | 4.9% |
| o | 75266 | 3.3% |
| v | 66062 | 2.9% |
| Other values (9) | 248115 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 2250000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 423328 | |
| u | 333176 | |
| m | 234213 | |
| y | 228411 | |
| j | 223254 | |
| n | 178669 | |
| g | 128859 | 5.7% |
| l | 110647 | 4.9% |
| o | 75266 | 3.3% |
| v | 66062 | 2.9% |
| Other values (9) | 248115 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 2250000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 423328 | |
| u | 333176 | |
| m | 234213 | |
| y | 228411 | |
| j | 223254 | |
| n | 178669 | |
| g | 128859 | 5.7% |
| l | 110647 | 4.9% |
| o | 75266 | 3.3% |
| v | 66062 | 2.9% |
| Other values (9) | 248115 |
duration
Real number (ℝ)
| Distinct | 1760 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 256.22914 |
| Minimum | 1 |
|---|---|
| Maximum | 4918 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 27 |
| Q1 | 91 |
| median | 133 |
| Q3 | 361 |
| 95-th percentile | 829 |
| Maximum | 4918 |
| Range | 4917 |
| Interquartile range (IQR) | 270 |
Descriptive statistics
| Standard deviation | 272.55566 |
|---|---|
| Coefficient of variation (CV) | 1.0637184 |
| Kurtosis | 6.4345227 |
| Mean | 256.22914 |
| Median Absolute Deviation (MAD) | 57 |
| Skewness | 2.0487765 |
| Sum | 1.9217186 × 108 |
| Variance | 74286.589 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 124 | 8599 | 1.1% |
| 114 | 7485 | 1.0% |
| 121 | 7307 | 1.0% |
| 112 | 7250 | 1.0% |
| 111 | 6834 | 0.9% |
| 73 | 6749 | 0.9% |
| 90 | 6677 | 0.9% |
| 103 | 6646 | 0.9% |
| 123 | 6585 | 0.9% |
| 88 | 6334 | 0.8% |
| Other values (1750) | 679534 |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 465 | 0.1% |
| 5 | 2733 | |
| 6 | 3592 | |
| 7 | 5554 | |
| 8 | 4924 | |
| 9 | 3181 | |
| 10 | 2536 | |
| 11 | 1907 | 0.3% |
| Value | Count | Frequency (%) |
| 4918 | 1 | |
| 4916 | 2 | |
| 4914 | 2 | |
| 4912 | 1 | |
| 4903 | 1 | |
| 4860 | 1 | |
| 4854 | 1 | |
| 4825 | 1 | |
| 4824 | 1 | |
| 4823 | 1 |
campaign
Real number (ℝ)
| Distinct | 52 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.577008 |
| Minimum | 1 |
|---|---|
| Maximum | 63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 63 |
| Range | 62 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7185137 |
|---|---|
| Coefficient of variation (CV) | 1.0549109 |
| Kurtosis | 37.493557 |
| Mean | 2.577008 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.8104367 |
| Sum | 1932756 |
| Variance | 7.390317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 304481 | |
| 2 | 209834 | |
| 3 | 88683 | 11.8% |
| 4 | 60974 | 8.1% |
| 5 | 25648 | 3.4% |
| 6 | 19694 | 2.6% |
| 7 | 10360 | 1.4% |
| 8 | 7777 | 1.0% |
| 9 | 3993 | 0.5% |
| 10 | 3511 | 0.5% |
| Other values (42) | 15045 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 304481 | |
| 2 | 209834 | |
| 3 | 88683 | 11.8% |
| 4 | 60974 | 8.1% |
| 5 | 25648 | 3.4% |
| 6 | 19694 | 2.6% |
| 7 | 10360 | 1.4% |
| 8 | 7777 | 1.0% |
| 9 | 3993 | 0.5% |
| 10 | 3511 | 0.5% |
| Value | Count | Frequency (%) |
| 63 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 55 | 1 | < 0.1% |
| 51 | 7 | |
| 50 | 11 | |
| 48 | 2 | < 0.1% |
| 46 | 8 | |
| 45 | 4 | < 0.1% |
| 44 | 10 | |
| 43 | 16 |
pdays
Real number (ℝ)
High correlation
| Distinct | 596 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.412733 |
| Minimum | -1 |
|---|---|
| Maximum | 871 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 672434 |
| Negative (%) | 89.7% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | -1 |
|---|---|
| 5-th percentile | -1 |
| Q1 | -1 |
| median | -1 |
| Q3 | -1 |
| 95-th percentile | 189 |
| Maximum | 871 |
| Range | 872 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 77.319998 |
|---|---|
| Coefficient of variation (CV) | 3.4498246 |
| Kurtosis | 13.597849 |
| Mean | 22.412733 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6250487 |
| Sum | 16809550 |
| Variance | 5978.3821 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| -1 | 672434 | |
| 182 | 2515 | 0.3% |
| 92 | 2275 | 0.3% |
| 183 | 2074 | 0.3% |
| 181 | 1698 | 0.2% |
| 91 | 1675 | 0.2% |
| 370 | 1532 | 0.2% |
| 184 | 1293 | 0.2% |
| 350 | 1184 | 0.2% |
| 364 | 942 | 0.1% |
| Other values (586) | 62378 | 8.3% |
| Value | Count | Frequency (%) |
| -1 | 672434 | |
| 0 | 1 | < 0.1% |
| 1 | 45 | < 0.1% |
| 2 | 210 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 8 | < 0.1% |
| 5 | 72 | < 0.1% |
| 6 | 46 | < 0.1% |
| 7 | 18 | < 0.1% |
| 8 | 165 | < 0.1% |
| Value | Count | Frequency (%) |
| 871 | 2 | < 0.1% |
| 854 | 2 | < 0.1% |
| 850 | 1 | < 0.1% |
| 842 | 5 | |
| 838 | 4 | |
| 835 | 1 | < 0.1% |
| 831 | 4 | |
| 828 | 3 | |
| 826 | 5 | |
| 825 | 1 | < 0.1% |
previous
Real number (ℝ)
High correlation Zeros
| Distinct | 50 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.29854533 |
| Minimum | 0 |
|---|---|
| Maximum | 200 |
| Zeros | 672431 |
| Zeros (%) | 89.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 5.7 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 200 |
| Range | 200 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.335926 |
|---|---|
| Coefficient of variation (CV) | 4.4747845 |
| Kurtosis | 820.30476 |
| Mean | 0.29854533 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 13.749885 |
| Sum | 223909 |
| Variance | 1.7846984 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 672431 | |
| 1 | 28342 | 3.8% |
| 2 | 20468 | 2.7% |
| 3 | 10326 | 1.4% |
| 4 | 6239 | 0.8% |
| 5 | 3882 | 0.5% |
| 6 | 2183 | 0.3% |
| 7 | 1730 | 0.2% |
| 8 | 1036 | 0.1% |
| 9 | 697 | 0.1% |
| Other values (40) | 2666 | 0.4% |
| Value | Count | Frequency (%) |
| 0 | 672431 | |
| 1 | 28342 | 3.8% |
| 2 | 20468 | 2.7% |
| 3 | 10326 | 1.4% |
| 4 | 6239 | 0.8% |
| 5 | 3882 | 0.5% |
| 6 | 2183 | 0.3% |
| 7 | 1730 | 0.2% |
| 8 | 1036 | 0.1% |
| 9 | 697 | 0.1% |
| Value | Count | Frequency (%) |
| 200 | 1 | < 0.1% |
| 58 | 1 | < 0.1% |
| 55 | 2 | |
| 51 | 4 | |
| 48 | 1 | < 0.1% |
| 47 | 1 | < 0.1% |
| 46 | 1 | < 0.1% |
| 43 | 4 | |
| 41 | 4 | |
| 40 | 1 | < 0.1% |
poutcome
Categorical
High correlation Imbalance
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 5.7 MiB |
| unknown | |
|---|---|
| failure | 45115 |
| success | 17691 |
| other | 14744 |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.9606827 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | unknown |
|---|---|
| 2nd row | unknown |
| 3rd row | unknown |
| 4th row | unknown |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| unknown | 672450 | |
| failure | 45115 | 6.0% |
| success | 17691 | 2.4% |
| other | 14744 | 2.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| unknown | 672450 | |
| failure | 45115 | 6.0% |
| success | 17691 | 2.4% |
| other | 14744 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 2017350 | |
| u | 735256 | 14.1% |
| o | 687194 | 13.2% |
| k | 672450 | 12.9% |
| w | 672450 | 12.9% |
| e | 77550 | 1.5% |
| r | 59859 | 1.1% |
| s | 53073 | 1.0% |
| f | 45115 | 0.9% |
| a | 45115 | 0.9% |
| Other values (5) | 155100 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5220512 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| n | 2017350 | |
| u | 735256 | 14.1% |
| o | 687194 | 13.2% |
| k | 672450 | 12.9% |
| w | 672450 | 12.9% |
| e | 77550 | 1.5% |
| r | 59859 | 1.1% |
| s | 53073 | 1.0% |
| f | 45115 | 0.9% |
| a | 45115 | 0.9% |
| Other values (5) | 155100 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5220512 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| n | 2017350 | |
| u | 735256 | 14.1% |
| o | 687194 | 13.2% |
| k | 672450 | 12.9% |
| w | 672450 | 12.9% |
| e | 77550 | 1.5% |
| r | 59859 | 1.1% |
| s | 53073 | 1.0% |
| f | 45115 | 0.9% |
| a | 45115 | 0.9% |
| Other values (5) | 155100 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5220512 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| n | 2017350 | |
| u | 735256 | 14.1% |
| o | 687194 | 13.2% |
| k | 672450 | 12.9% |
| w | 672450 | 12.9% |
| e | 77550 | 1.5% |
| r | 59859 | 1.1% |
| s | 53073 | 1.0% |
| f | 45115 | 0.9% |
| a | 45115 | 0.9% |
| Other values (5) | 155100 | 3.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 750000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 750000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 750000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 659512 | |
| 1 | 90488 | 12.1% |
Interactions
Correlations
| age | balance | campaign | contact | day | default | duration | education | housing | id | job | loan | marital | month | pdays | poutcome | previous | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| age | 1.000 | 0.063 | 0.031 | 0.148 | -0.017 | 0.022 | -0.048 | 0.136 | 0.218 | -0.000 | 0.240 | 0.050 | 0.347 | 0.097 | -0.016 | 0.071 | -0.013 | 0.169 |
| balance | 0.063 | 1.000 | -0.050 | 0.043 | -0.027 | 0.046 | 0.169 | 0.052 | 0.064 | 0.002 | 0.035 | 0.077 | 0.015 | 0.058 | 0.054 | 0.036 | 0.061 | 0.130 |
| campaign | 0.031 | -0.050 | 1.000 | 0.031 | 0.169 | 0.024 | -0.152 | 0.014 | 0.028 | -0.000 | 0.013 | 0.021 | 0.007 | 0.051 | -0.087 | 0.030 | -0.086 | 0.044 |
| contact | 0.148 | 0.043 | 0.031 | 1.000 | 0.103 | 0.020 | 0.041 | 0.139 | 0.259 | 0.002 | 0.175 | 0.009 | 0.049 | 0.543 | 0.156 | 0.158 | 0.010 | 0.160 |
| day | -0.017 | -0.027 | 0.169 | 0.103 | 1.000 | 0.026 | -0.107 | 0.047 | 0.120 | -0.002 | 0.049 | 0.061 | 0.049 | 0.288 | -0.084 | 0.077 | -0.082 | 0.096 |
| default | 0.022 | 0.046 | 0.024 | 0.020 | 0.026 | 1.000 | 0.035 | 0.016 | 0.010 | 0.000 | 0.033 | 0.090 | 0.015 | 0.055 | 0.025 | 0.025 | 0.000 | 0.030 |
| duration | -0.048 | 0.169 | -0.152 | 0.041 | -0.107 | 0.035 | 1.000 | 0.014 | 0.025 | 0.002 | 0.020 | 0.030 | 0.030 | 0.031 | 0.077 | 0.043 | 0.079 | 0.467 |
| education | 0.136 | 0.052 | 0.014 | 0.139 | 0.047 | 0.016 | 0.014 | 1.000 | 0.144 | 0.002 | 0.505 | 0.079 | 0.128 | 0.132 | 0.045 | 0.031 | 0.002 | 0.089 |
| housing | 0.218 | 0.064 | 0.028 | 0.259 | 0.120 | 0.010 | 0.025 | 0.144 | 1.000 | 0.000 | 0.301 | 0.064 | 0.030 | 0.569 | 0.156 | 0.147 | 0.007 | 0.154 |
| id | -0.000 | 0.002 | -0.000 | 0.002 | -0.002 | 0.000 | 0.002 | 0.002 | 0.000 | 1.000 | 0.001 | 0.000 | 0.000 | 0.001 | -0.000 | 0.000 | -0.000 | 0.000 |
| job | 0.240 | 0.035 | 0.013 | 0.175 | 0.049 | 0.033 | 0.020 | 0.505 | 0.301 | 0.001 | 1.000 | 0.104 | 0.209 | 0.126 | 0.042 | 0.062 | 0.000 | 0.157 |
| loan | 0.050 | 0.077 | 0.021 | 0.009 | 0.061 | 0.090 | 0.030 | 0.079 | 0.064 | 0.000 | 0.104 | 1.000 | 0.051 | 0.197 | 0.026 | 0.048 | 0.000 | 0.082 |
| marital | 0.347 | 0.015 | 0.007 | 0.049 | 0.049 | 0.015 | 0.030 | 0.128 | 0.030 | 0.000 | 0.209 | 0.051 | 1.000 | 0.085 | 0.027 | 0.033 | 0.006 | 0.091 |
| month | 0.097 | 0.058 | 0.051 | 0.543 | 0.288 | 0.055 | 0.031 | 0.132 | 0.569 | 0.001 | 0.126 | 0.197 | 0.085 | 1.000 | 0.149 | 0.192 | 0.013 | 0.264 |
| pdays | -0.016 | 0.054 | -0.087 | 0.156 | -0.084 | 0.025 | 0.077 | 0.045 | 0.156 | -0.000 | 0.042 | 0.026 | 0.027 | 0.149 | 1.000 | 0.601 | 0.995 | 0.215 |
| poutcome | 0.071 | 0.036 | 0.030 | 0.158 | 0.077 | 0.025 | 0.043 | 0.031 | 0.147 | 0.000 | 0.062 | 0.048 | 0.033 | 0.192 | 0.601 | 1.000 | 0.050 | 0.309 |
| previous | -0.013 | 0.061 | -0.086 | 0.010 | -0.082 | 0.000 | 0.079 | 0.002 | 0.007 | -0.000 | 0.000 | 0.000 | 0.006 | 0.013 | 0.995 | 0.050 | 1.000 | 0.004 |
| y | 0.169 | 0.130 | 0.044 | 0.160 | 0.096 | 0.030 | 0.467 | 0.089 | 0.154 | 0.000 | 0.157 | 0.082 | 0.091 | 0.264 | 0.215 | 0.309 | 0.004 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
Sample
| id | age | job | marital | education | default | balance | housing | loan | contact | day | month | duration | campaign | pdays | previous | poutcome | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 42 | technician | married | secondary | no | 7 | no | no | cellular | 25 | aug | 117 | 3 | -1 | 0 | unknown | 0 |
| 1 | 1 | 38 | blue-collar | married | secondary | no | 514 | no | no | unknown | 18 | jun | 185 | 1 | -1 | 0 | unknown | 0 |
| 2 | 2 | 36 | blue-collar | married | secondary | no | 602 | yes | no | unknown | 14 | may | 111 | 2 | -1 | 0 | unknown | 0 |
| 3 | 3 | 27 | student | single | secondary | no | 34 | yes | no | unknown | 28 | may | 10 | 2 | -1 | 0 | unknown | 0 |
| 4 | 4 | 26 | technician | married | secondary | no | 889 | yes | no | cellular | 3 | feb | 902 | 1 | -1 | 0 | unknown | 1 |
| 5 | 5 | 24 | admin. | single | secondary | no | 1882 | yes | no | cellular | 20 | apr | 1010 | 3 | -1 | 0 | unknown | 0 |
| 6 | 6 | 39 | blue-collar | married | secondary | no | 0 | no | no | telephone | 21 | nov | 90 | 1 | -1 | 0 | unknown | 0 |
| 7 | 7 | 50 | admin. | single | secondary | no | 1595 | no | no | telephone | 31 | jul | 49 | 25 | -1 | 0 | unknown | 0 |
| 8 | 8 | 46 | blue-collar | married | primary | no | 1463 | no | no | cellular | 4 | aug | 50 | 1 | -1 | 0 | unknown | 0 |
| 9 | 9 | 39 | management | divorced | tertiary | no | 25 | yes | no | cellular | 8 | may | 119 | 1 | -1 | 0 | unknown | 0 |
| id | age | job | marital | education | default | balance | housing | loan | contact | day | month | duration | campaign | pdays | previous | poutcome | y | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 749990 | 749990 | 34 | blue-collar | married | secondary | no | 1385 | no | no | cellular | 26 | apr | 134 | 2 | -1 | 0 | unknown | 0 |
| 749991 | 749991 | 52 | management | married | tertiary | no | 1359 | no | no | cellular | 19 | aug | 124 | 5 | -1 | 0 | unknown | 0 |
| 749992 | 749992 | 56 | services | married | secondary | no | 2089 | yes | no | cellular | 20 | apr | 78 | 3 | 305 | 1 | failure | 0 |
| 749993 | 749993 | 41 | management | married | secondary | yes | -1300 | yes | yes | cellular | 17 | nov | 129 | 1 | -1 | 0 | unknown | 0 |
| 749994 | 749994 | 31 | housemaid | single | secondary | no | 594 | no | no | cellular | 4 | feb | 137 | 1 | -1 | 0 | unknown | 0 |
| 749995 | 749995 | 29 | services | single | secondary | no | 1282 | no | yes | unknown | 4 | jul | 1006 | 2 | -1 | 0 | unknown | 1 |
| 749996 | 749996 | 69 | retired | divorced | tertiary | no | 631 | no | no | cellular | 19 | aug | 87 | 1 | -1 | 0 | unknown | 0 |
| 749997 | 749997 | 50 | blue-collar | married | secondary | no | 217 | yes | no | cellular | 17 | apr | 113 | 1 | -1 | 0 | unknown | 0 |
| 749998 | 749998 | 32 | technician | married | secondary | no | -274 | no | no | cellular | 26 | aug | 108 | 6 | -1 | 0 | unknown | 0 |
| 749999 | 749999 | 42 | technician | married | secondary | no | 1559 | no | no | cellular | 4 | aug | 143 | 1 | 1 | 7 | failure | 0 |